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CVPR 2020 Tutorial
Home
Organizers Bio
Talks & Slides
CVPR 2020 Tutorial
Home
Organizers Bio
Talks & Slides
More
Home
Organizers Bio
Talks & Slides
Learning and understanding single image depth estimation in the wild
Talks & Slides
Introduction
A gentle introduction to single image depth estimation
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Stereo supervision
How to train a single image depth estimation network with stereo images, state-of-the-art and related problems
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TALK
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Mono supervision
How to train a single image depth estimation network with monocular sequences, state-of-the-art and related problems
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TALK
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Understanding single image depth estimation
How neural networks learn to estimate depth from a single image and how reliable estimated depth maps are
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TALK
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Auxiliary supervision
How to obtain stronger supervision from various imagery and additional tasks
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Learning single image depth estimation in the wild
How to combine several collections of images to obtain a robust network ready for in-the-wild deployment
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Mobile depth estimation
How to design a real-time, robust monocular network running on a smartphone (Apple iPhone XS)
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Conclusion and discussion
Closing remarks and discussion about current limitations and future challenges in this field
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